Your pipeline breaks. No alerts. No warnings. Only a flood of messages a few damaged dashboard.
The information didn’t fail by itself; nobody noticed the difficulty quickly sufficient to cease it. And by the point anybody seen, downstream reviews had been mistaken, management had already seen them, and belief in your information took one other hit.
The stakes are solely getting increased. World information creation is projected to hit 394 zettabytes by 2028. With that a lot quantity in movement, even small breaks can set off main outages, SLA breaches, or revenue-impacting choices.
That’s why I turned to G2. I analyzed critiques for greater than 15 platforms to search out the greatest information observability software program for 2025. The 5 instruments featured right here stood out for serving to information engineers detect points early, hint them quick, and stop repeat failures.
In case your workforce’s nonetheless counting on handbook checks or ready for finish customers to flag issues, these 5 instruments are value a critical look.
5 greatest information observability software program for 2025
- Monte Carlo: Greatest for automated information incident detection
Screens pipelines in actual time to catch anomalies, schema adjustments, and freshness points throughout the trendy information stack. - Metaplane: Greatest for light-weight observability with quick setup
Deploys shortly and supplies column-level monitoring, freshness alerts, and Slack notifications for early challenge detection. - Rakuten SixthSense: Greatest for large-scale enterprise information monitoring
Affords end-to-end observability, root-cause insights, and SLA monitoring to help advanced information environments at scale. ($10/mo) - decube: Greatest for unified information high quality and governance
Combines observability with cataloging and lineage to assist groups monitor, doc, and govern information in a single platform. - SquaredUp: Greatest for real-time pipeline efficiency visibility
Supplies customizable dashboards and metric monitoring to trace information movement, job latency, and system well being. ($9/mo)
*These information observability instruments are top-rated of their class, in response to G2 Grid Reviews. I’ve added their standout options for simple comparability. Pricing is included for SquaredUp and Rakuten SixthSense; for different merchandise, please contact gross sales.
What makes an information observability software value it?
Knowledge strikes quick. However when one thing breaks, the harm strikes sooner. A lacking desk, a silent schema change, or a spike in null values can quietly ripple via dashboards, fashions, and government reviews, typically earlier than anybody notices.
That’s what information observability is constructed to unravel. These instruments assist engineers monitor freshness, quantity, schema, and distribution in close to actual time. As an alternative of combing via logs or retroactively patching pipelines, you get clear alerts, root-cause context, and upstream/downstream lineage that helps you repair points quick and stop them from taking place once more.
However it’s not nearly holding pipelines working. The dimensions and complexity of recent information stacks demand instruments that present visibility. If your small business is dependent upon information to make choices (and who doesn’t?), observability is important.
How did I discover and consider the very best information observability software program?
I began my analysis with G2’s Grid Report for the Knowledge Observability class, which ranks instruments based mostly on consumer satisfaction and market presence. This gave me a balanced mixture of class leaders and fast-growing contenders; instruments that actual information groups are utilizing throughout industries and firm sizes.
From there, I used AI-assisted evaluation to look at evaluate information from G2. I regarded for recurring patterns in suggestions associated to alert accuracy, ease of deployment, monitoring and monitoring, and challenge decision pace. These themes helped spotlight which instruments had been lowering noise and delivering worth in real-world environments.
To stability the evaluate information, I additionally spoke to fellow G2’ers with information observability expertise. Their suggestions helped validate the themes I noticed within the critiques and gave me a clearer image of usability, rollout expertise, and the platforms’ day-to-day influence.
All product screenshots are sourced from G2 listings and publicly obtainable supplies.
What I prioritized when evaluating information observability platforms
I thought-about the next elements when evaluating the very best information observability software program.
- Protection throughout the trendy information stack: The most effective observability platforms connect with warehouses, ETL instruments, orchestration platforms, and BI layers. I prioritized instruments with large integration help, so that you’re not caught monitoring only one a part of the pipeline.
- Root-cause detection and information lineage: Catching an error is one factor; tracing it again to the supply is one other. I regarded for instruments that supply clear lineage graphs, dependency maps, and challenge traces that pace up decision and eradicate guesswork.
- Anomaly detection and clever alerts: False positives create alert fatigue. I gave further weight to platforms that supply customizable thresholds, noise discount options, and contextual alerts that assist groups give attention to what truly issues.
- Actual-time monitoring for freshness, quantity, and schema: Silent failures like schema drift or lacking rows can go unnoticed for hours. I prioritized instruments that present real-time checks throughout information high quality dimensions, together with freshness, quantity consistency, schema adjustments, and worth distribution.
- Usability, onboarding, and price transparency: Observability shouldn’t add complexity. I regarded for instruments with clear UIs, quick setup occasions, and pricing fashions that make sense for rising information groups, not simply massive enterprises with devoted platform engineers.
The checklist under comprises real consumer critiques from the information observability software program class web page. To be included on this class, an answer should:
- Proactively monitor, alert, monitor, log, evaluate, and analyze information for any errors or points throughout the complete information stack
- Monitor information at relaxation and information in movement, and doesn’t require information extraction from the present storage location
- Connect with an current stack with none want to jot down code or modify information pipelines
*This information was pulled from G2 in 2025. Some critiques could have been edited for readability.
1. Monte Carlo: Greatest for automated information incident detection
Monte Carlo is a number one observability platform utilized by each mid-market and enterprise corporations. G2 Knowledge reveals 47% of customers come from mid-sized organizations and 48% from massive enterprises. It’s particularly widespread in monetary companies, IT companies, and software program, the place information reliability is non-negotiable. Monte Carlo at present holds a 100% G2 Satisfaction Rating, reflecting the robust belief it’s earned from information groups.
Throughout critiques, what actually stood out was how typically customers praised Monte Carlo’s automated monitoring capabilities. The platform constantly checks for anomalies throughout freshness, quantity, schema, and distribution without having handbook guidelines for each desk. This makes it simpler for information groups to identify points early, whilst their pipelines develop extra advanced.
One other recurring theme was Monte Carlo’s information lineage and root trigger evaluation options. G2 customers discovered it useful to visualise how points in upstream sources might have an effect on downstream reviews. The lineage view gave groups a sooner method to hint incidents and prioritize what wanted fixing first.
I additionally noticed lots of constructive suggestions round integrations. Monte Carlo plugs into trendy instruments like Snowflake, BigQuery, Airflow, dbt, Tableau, and even Jira. A number of reviewers famous how alerts could possibly be pushed on to Slack or assigned as tickets, which helped groups collaborate sooner throughout incident decision.
Ease of use got here up typically, too. Whereas setup can take time relying in your stack, reviewers talked about that when configured, the platform’s prebuilt displays and clear alerting logic decreased lots of the handbook overhead they had been used to.
Placing reward for good UI apart, a couple of reviewers famous that it isn’t at all times intuitive. Some struggled with monitor configuration or navigating between completely different views. And whereas alerting was typically considered as useful, some customers stated notifications could be noisy and typically lack sufficient context to behave shortly, that means they nonetheless have to verify logs to totally diagnose the difficulty.
Total, Monte Carlo stands out as a robust alternative for information groups that need deep observability, automated monitoring, and trusted information pipelines.
What I like about Monte Carlo:
- Monte Carlo’s automated monitoring and lineage capabilities save engineers vital time by proactively surfacing points with out customized configurations.
- The integrations with instruments like Slack, dbt, and Tableau make it simple for groups to reply shortly and hold observability near their current workflows.
What G2 customers like about Monte Carlo:
“We have been utilizing Monte Carlo for a few years now, and it is change into a necessary a part of our information engineering toolkit. It delivered worth nearly instantly, serving to us uncover information high quality points we did not even know existed. Between the machine learning-driven anomaly detection, our customized domain-specific displays, intuitive lineage and question historical past options, and glorious buyer help, Monte Carlo performs a significant function in serving to us meet our information high quality objectives”.
– Monte Carlo Assessment, Kyle S.
What I dislike about Monte Carlo:
- I seen a couple of reviewers mentioning that alerts can typically lack sufficient context, requiring further digging to totally troubleshoot the difficulty.
- Some customers additionally talked about that the UI can really feel unintuitive at occasions, particularly when configuring displays or switching between completely different views.
What G2 customers dislike about Monte Carlo:
“Whereas Monte Carlo is highly effective, the UI can typically really feel cluttered when navigating massive numbers of displays or incidents. Moreover, the alerting can sometimes be noisy till it’s absolutely tuned for the environment. Extra granular management over alert thresholds and grouping would make the expertise even higher”.
– Monte Carlo Assessment, Shirli M.
Associated: When you’ve constructed visibility into your information pipelines, securing them is the logical subsequent transfer. Discover important information safety greatest practices to maintain delicate info protected.
2. Metaplane: Greatest for light-weight observability with quick setup
Metaplane helps groups catch information points early with out the overhead of a fancy setup. In keeping with G2 Knowledge, 65% of its customers come from mid-market corporations and 22% from small companies, reflecting its attraction to fast-moving groups with leaner assets. It’s generally utilized in industries like laptop software program, IT companies, and monetary companies, the place dependable pipelines and quick alerting are important.
Some of the constant themes throughout critiques is how efficient Metaplane is at anomaly detection. Customers highlighted how shortly the platform flags points round freshness and schema adjustments, typically earlier than downstream stakeholders even discover. It helps groups catch silent breakages early.
One other energy that stood out was Metaplane’s simplicity. A number of reviewers talked about that the setup was quick and required little or no configuration. As soon as dwell, the interface was described as clear, simple to navigate, and unintimidating, even for groups with out devoted platform engineers.
Metaplane additionally earns excessive marks for how nicely it integrates with the trendy information stack. Instruments like Snowflake, dbt, and Looker got here up regularly in critiques, and customers appreciated that alerts and points could possibly be routed via Slack and different workforce workflows. It’s constructed to help engineers the place they already work.
Buyer help is one other standout theme. G2 reviewers regularly talked about quick, hands-on responses from the Metaplane workforce. Many famous that suggestions isn’t solely welcomed however acted on shortly, which is particularly helpful given the product’s still-growing characteristic set.
That brings us to the trade-off: I learn particular person feedback about lacking capabilities round information lineage and alert customization. A couple of reviewers additionally identified that alert tuning could possibly be improved to cut back occasional noise. Nonetheless, reviewers persistently stated the workforce is very responsive and continues to ship updates based mostly on buyer suggestions.
In case your workforce is in search of light-weight observability that’s simple to get working and doesn’t compromise on core performance, Metaplane is a robust decide.
What I like about Metaplane:
- I seen that groups persistently recognize how simple Metaplane is to arrange and navigate. Many customers known as out its low-friction onboarding and intuitive UI.
- Metaplane’s proactive anomaly detection is one among its largest strengths. It helps groups catch information high quality points early, typically earlier than downstream groups even discover.
What G2 customers like about Metaplane:
“As a startup engineer with fewer assets than a standard massive firm, having near-real-time alerts for information high quality and anomaly detection has confirmed invaluable. Metaplane’s Slack integration makes it simple to establish points, and the lineage software helps pinpoint the downstream impacts of those failures. Inside Slack, it is helpful to have the ability to handle points and assist prepare the mannequin to be customized to our system.
Concerning the displays themselves, the power to jot down customized SQL has been helpful for us as a result of they are often tailor-made for particular use instances. The shopper help is nice, too — I can at all times get a solution to my questions inside a few hours.
Total, Metaplane empowers information groups to remain forward of potential points, making certain information high quality and reliability with out the necessity for fixed handbook oversight.”
– Metaplane Assessment, Casey F.
What I dislike about Metaplane:
- Some reviewers talked about that whereas core options are dependable, capabilities like lineage and alert customization nonetheless have room to develop.
- There have been additionally mentions of occasional alert noise. Groups typically needed to fine-tune thresholds or modify settings to filter out much less related pings.
What G2 customers dislike about Metaplane:
“The alerts generally is a bit noisy, and it takes a while to tweak them so they’re offering the insights you need. I additionally would like to see a extra detailed information diff characteristic along with the testing/influence previews that you just get from the CI. With the ability to establish the precise rows which might be drivers for any change within the complexion of an information set would make debugging that a lot faster.”
– Metaplane Assessment, Dave F.
Associated: Observability offers you perception into how information flows. However what about utilizing that information to gas smarter buyer experiences? Try the greatest buyer information platforms to activate your insights
3. Rakuten SixthSense: Greatest for large-scale enterprise information monitoring
Rakuten SixthSense offers groups real-time visibility into pipeline well being and information high quality. In keeping with G2 Knowledge, 50% of its customers come from massive enterprises, 30% from mid-market corporations, and 20% from small companies. It’s mostly adopted in industries like laptop software program, automotive, and banking, sectors the place dwell information monitoring and fast incident response are particularly vital.
Whereas the variety of G2 critiques continues to be comparatively small in comparison with different instruments on this checklist, a number of constant themes emerged throughout the suggestions. Some of the regularly talked about strengths was real-time monitoring. Customers appreciated having the ability to spot information points as they occurred, lowering the danger of delayed or damaged dashboards downstream.
Reviewers emphasised the platform’s user-friendliness as a key profit. Many discovered it easy to arrange and navigate, even for groups unfamiliar with information observability. Knowledge groups valued the dearth of intensive coaching or onboarding required to extract worth, making it accessible to groups with completely different technical expertise.
The inclusion of lineage monitoring was one other plus. I learn critiques that famous the way it helped them hint information from supply to vacation spot. This end-to-end visibility made it simpler to identify upstream or downstream points, pace up root trigger evaluation, and keep belief within the information.
One other standout space was the help workforce. A number of reviewers praised Rakuten SixthSense for its responsive service and clean onboarding expertise. This hands-on strategy made a robust impression, particularly for groups exploring observability tooling for the primary time.
I did see a few limitations additionally being talked about. Some reviewers introduced up excessive pricing, describing it as an space for enchancment. There have been additionally remarks about integration depth, with customers noting that extra built-in connectors and expanded compatibility would make the platform extra versatile.
When you’re in search of a real-time monitoring answer with responsive help and a user-friendly design, Rakuten SixthSense could also be value exploring.
What I like about Rakuten SixthSense:
- From the critiques obtainable, I gathered that groups worth its real-time monitoring capabilities, which assist catch information points shortly and confidently.
- The help workforce is Rakuten’s main energy, particularly throughout onboarding and troubleshooting.
What G2 customers like about Rakuten SixthSense:
“An excellent information observability software for all of your information wants, I might say. The product workforce could be very accommodating in serving our new necessities and taking suggestions from us. The shopper help workforce can also be excellent. The software could be very simple to make use of and implement. Options are good for information high quality points.”
– Rakuten SixthSense Assessment, Verified Consumer in Logistics and Provide Chain.
What I dislike about Rakuten SixthSense:
- Based mostly on the restricted critiques, some customers expressed issues round pricing, describing it as comparatively excessive in comparison with the present characteristic set.
- A couple of reviewers identified that including extra integrations would enhance the platform’s flexibility in enterprise environments.
What G2 customers dislike about Rakuten SixthSense:
“I do not discover any dislikes as of as we speak. The pricing of the software could be improved and labored upon.”
– Rakuten SixthSense Assessment, Verified Consumer in Automotive.
Associated: Catching anomalies is essential, however stopping delicate information from slipping via the cracks is simply as vital. Discover how information loss prevention might help you keep forward of compliance dangers and safety gaps.
4. decube: Greatest for unified information high quality and governance
decube is a light-weight information observability platform. In keeping with G2 Knowledge, it’s being utilized by a mixture of firm sizes: 32% small companies, 37% mid-market, and 32% enterprise, particularly in sectors like IT companies, monetary companies, and automotive.
The variety of critiques continues to be small, however the suggestions that’s obtainable highlights some constant strengths. Automated high quality checks got here up typically. G2 reviewers talked about how decube helped them keep forward of points by flagging anomalies on the column degree earlier than they may influence enterprise dashboards.
Constructing on that, information groups additionally highlighted the lineage capabilities, which provided detailed transparency throughout pipelines. Many stated they may hint issues right down to probably the most granular degree, making it simpler to pinpoint root causes and assess downstream influence. That form of visibility sped up incident decision and helped cut back disruptions in reporting or analytics.
I additionally seen a number of mentions of the real-time monitoring capabilities, which groups valued for his or her pace and accuracy. As an alternative of counting on handbook checks or ready for downstream complaints, decube gave them visibility into dwell information flows and helped them act quick.
A giant a part of what made that potential was the consumer expertise. The platform’s UI was described as intuitive, minimal, and simple to navigate. That usability appeared to make an actual distinction for smaller groups making an attempt to maneuver shortly.
Nevertheless, a couple of reviewers identified lacking options resembling restricted integrations, bulk monitor creation, notification flexibility, and a necessity for extra onboarding steering. These had been particular person callouts fairly than a shared consensus. Value noting: as a result of decube continues to be new to the class, there aren’t many critiques to judge simply but, which can make it tougher for groups to benchmark the platform towards extra established instruments.
In case your workforce values quick challenge detection, clear design, and a product workforce that’s actively transport enhancements, decube is a robust contender.
What I like about decube:
- Reviewers regularly highlighted decube’s real-time high quality checks and praised how simple it was to stand up and working.
- The interface additionally acquired constructive suggestions for being clear and beginner-friendly.
What G2 customers like about decube:
“I’m very impressed with Decube. It makes information administration really easy and environment friendly. The unified platform for information observability, contracts, catalog, and governance is superb. It helps our workforce save plenty of time and keep away from many points. The consumer interface can also be very intuitive and easy to make use of. Fast deployment with minimal disruption to ongoing operations. Incessantly accessed for information cataloging and observability duties.”
– decube Assessment, Navin B.
What I dislike about decube:
- Among the many critiques which might be obtainable, some customers flagged lacking options like API entry, extra connectors, and bulk monitor creation.
- A couple of customers expressed a need for extra complete onboarding steering to assist new customers acclimate extra shortly.
What G2 customers dislike about decube:
“All of the assessments have to be pushed/configured manually. There ought to method to carry out bulk assessments via UI. At present, we use an API for this.”
– decube Assessment, Shreyank V.
5. SquaredUp: Greatest for real-time pipeline efficiency visibility
SquaredUp is an operational intelligence platform broadly utilized in industries like oil & vitality, enterprise provides, and development by 64% of enterprise organizations, in response to G2 Knowledge.
There’s restricted evaluate information obtainable for SquaredUp on G2, however among the many reviewers who did weigh in, their dashboarding capabilities stood out as a core energy. I noticed repeated reward for a way simple it’s to spin up real-time dashboards and floor probably the most related metrics without having to tug in separate information pipelines.
For groups utilizing Microsoft’s System Middle Operations Supervisor (SCOM), SquaredUp provides a versatile UI layer that makes decoding advanced infrastructure information much more intuitive.
I additionally seen constructive suggestions round integrations. SquaredUp provides over 60 built-in connectors, which implies you may pull in information from SQL databases and APIs without having to ingest it or duplicate storage.
SquaredUp’s RollUp views stood out for giving groups immediate readability throughout displays, dashboards, and workspaces. As an alternative of digging via limitless charts, ops groups might shortly spot points and take motion, whereas management received the top-line metrics they wanted in a single place.
The help expertise got here up so much, too, and in a great way. Reviewers stated the SquaredUp workforce wasn’t simply responsive, however genuinely proactive. They helped with onboarding, walked customers via dashboard setup, and clarified something that felt advanced. That form of hands-on help made an actual distinction, significantly for groups simply getting began with observability or scaling the platform throughout departments.
As a result of evaluate quantity is low, I wasn’t in a position to establish a robust consensus round negatives. There have been remoted mentions of challenges round dashboard complexity and multi-server upkeep workflows, however nothing that stood out as a recurring ache level.
In case your workforce works in a Microsoft-heavy surroundings and wishes a dashboarding software that connects on to your infrastructure, SquaredUp could also be value exploring.
What I like about SquaredUp:
- The dashboarding expertise acquired repeated reward from customers, particularly these working with Microsoft SCOM.
- Critiques emphasised how shortly they had been in a position to floor insights with out duplicating information or altering their current setup.
What G2 customers like about SquaredUp:
“I like that I can connect with APIs and Databases as integrations. The appliance is straightforward to make use of. Customer support is excellent. I exploit SquaredUp day by day. I take a look at a dashboard as quickly as I clock in. Extraordinarily simple to implement.”
– SquaredUp Assessment, William M.
What I dislike about SquaredUp:
- Some particular person suggestions identified challenges with server upkeep options and occasional complexity in organising dashboards for bigger environments.
What G2 customers dislike about SquaredUp:
“Because it depends on IIS, it inherits the problems with Kerberos and a number of authentication domains. It doesn’t have all of the extensibility options of Grafana, as an illustration, however does commerce that for a neater studying curve.”
– SquaredUp Assessment, Nick D.
Incessantly requested questions on the very best information observability instruments
Acquired extra questions? We now have the solutions.
Q1. What’s the greatest information observability software program in 2025?
Based mostly on G2 satisfaction scores and actual consumer critiques, Monte Carlo leads the pack. It’s praised for automated monitoring, root trigger evaluation, and integrations with instruments like Slack, dbt, and Tableau. It’s broadly used throughout mid-market and enterprise groups and at present holds a 100% satisfaction rating on G2.
Q2. Which instruments are thought-about the highest information monitoring options for software program and IT corporations?
Monte Carlo, Metaplane, and Rakuten SixthSense are generally utilized in laptop software program, IT companies, and monetary companies industries. Monte Carlo helps deep observability use instances, Metaplane is light-weight and quick to deploy, and Rakuten SixthSense is constructed for real-time enterprise monitoring.
Q3. What’s the very best app for monitoring information well being, and anomalies?
Metaplane earns prime marks for anomaly detection and ongoing information well being checks. Reviewers persistently reward its alerting system, ease of use, and talent to detect silent failures in pipelines earlier than enterprise customers are impacted.
This autumn. What makes an information observability platform enterprise-ready?
Monte Carlo and Rakuten SixthSense are prime picks for enterprise information observability. They provide deep integrations, real-time monitoring, and powerful lineage visibility; options crucial for groups with advanced, high-volume pipelines and a number of stakeholders.
Q5. Are there any really useful information monitoring companies for startups or small companies?
Sure. Metaplane and decube are well-suited for smaller groups as a consequence of their simplicity and quick setup. Metaplane is already established amongst small enterprise customers on G2, whereas decube reveals early promise with its real-time monitoring and intuitive UI, although it has fewer critiques to this point.
Q6. What are some widespread information observability instruments proper now?
In keeping with G2 Knowledge, Monte Carlo and Metaplane are among the many hottest and best-reviewed information observability instruments. Each are broadly adopted and persistently praised for efficiency, usability, and integration help.
Q7. What’s the best-in-class information observability answer for groups who need simple onboarding?
If quick implementation is a precedence, Metaplane stands out. G2 reviewers typically spotlight its easy setup course of, clear navigation, and fast worth supply, making it supreme for groups that wish to keep away from lengthy onboarding cycles.
Q8. Which software provides probably the most versatile information observability service?
SquaredUp provides a distinct observability strategy by connecting on to current instruments: no information ingestion or further storage. With 60+ integrations and its distinctive RollUp structure, it supplies operations groups with a transparent, easy view throughout techniques. It is supreme for groups managing a number of information sources searching for fast insights with out a heavy setup.
Able to belief your information once more?
Knowledge breaks are inevitable, however being blindsided by them doesn’t must be. As the size and pace of knowledge creation proceed to rise, observability instruments have gotten much less of a nice-to-have and extra of a necessity for contemporary information groups.
The 5 platforms featured right here: Monte Carlo, Metaplane, Rakuten SixthSense, decube, and SquaredUp, stood out based mostly on G2 evaluate information for his or her usability, alerting accuracy, lineage visibility, and real-time monitoring capabilities. Whether or not you are a part of a lean startup workforce or managing information throughout an enterprise stack, there’s one thing right here for each form of surroundings.
When you’re nonetheless counting on handbook checks or reactive troubleshooting, now’s the time to make a shift. These instruments might help you catch points sooner, hint them with confidence, and restore belief in your information earlier than anybody else notices one thing’s off.
If information observability helps you catch points, information extraction instruments show you how to unlock your information’s worth within the first place. Discover the greatest information extraction software program to tug correct, usable information from completely different sources.
